Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Princess Bride, The (1987) 21,277,649
Usual Suspects, The (1995) 1,120,000 Scream (1996) 103,001,286 Twelve Monkeys (1995) 82,512,000
Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649 Alien (1979) 42,285,739
Monty Python and the Holy Grail (1974) 1,821,082 Twelve Monkeys (1995) 82,512,000 GoodFellas (1990) 67,336,394
Alien (1979) 42,285,739 L.A. Confidential (1997) 64,604,977 E.T. the Extra-Terrestrial (1982) 259,597,332
Aliens (1986) 121,385,096 Usual Suspects, The (1995) 1,120,000 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Monty Python and the Holy Grail (1974) 1,821,082 Monty Python and the Holy Grail (1974) 1,821,082
Twelve Monkeys (1995) 82,512,000 Star Trek: First Contact (1996) 207,001,027 Men in Black (1997) 367,992,228
Average 78,898,197 Average 99,411,196 Average 121,151,528

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Star Wars (1977) 731,853,665
Good Will Hunting (1997) 192,328,280
Clear and Present Danger (1994) 176,112,710
Much Ado About Nothing (1993) 22,551,000
Platoon (1986) 207,900,328
Apocalypse Now (1979) 42,606,290
Return of the Jedi (1983) 500,773,409
Searching for Bobby Fischer (1993) 7,266,383
Private Parts (1997) 59,339,346
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
My Left Foot (1989) 14,743,391
Sneakers (1992) 75,733,000
Braveheart (1995) 110,286,945
Shawshank Redemption, The (1994) 28,341,469
Back to the Future (1985) 303,398,294
Titanic (1997) 600,779,824
Jurassic Park (1993) 563,476,625
East of Eden (1955) 5,000,000
North by Northwest (1959) 19,977,527
Cool Hand Luke (1967) 7,300,000
Godfather, The (1972) 291,702,411
True Lies (1994) 226,261,000
Chain Reaction (1996) 20,550,712
Star Trek: The Wrath of Khan (1982) 118,633,541
Air Force One (1997) 250,384,803
Lawrence of Arabia (1962) 20,652,481
Independence Day (ID4) (1996) 483,359,255
Real Genius (1985) 13,000,000
Eraser (1996) 147,260,786
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Return of the Pink Panther, The (1974) 37,170,000
Absolute Power (1997) 73,037,233
Conspiracy Theory (1997) 111,189,998
Manchurian Candidate, The (1962) 4,180,630
Clockwork Orange, A (1971) 38,589,355
Pulp Fiction (1994) 84,022,201
Blade Runner (1982) 1,445,283
Apollo 13 (1995) 94,378,651
Devil's Advocate, The (1997) 86,587,776
Shadow Conspiracy (1997) 2,154,540
Top Gun (1986) 256,050,237
Reservoir Dogs (1992) 2,687,008
Shine (1996) 53,830,909
English Patient, The (1996) 111,415,132
In the Line of Fire (1993) 151,314,283
Sleepers (1996) 76,705,552
Amadeus (1984) 23,401,401
Terminator 2: Judgment Day (1991) 207,064,802
Bridge on the River Kwai, The (1957) 50,495,000
Forrest Gump (1994) 485,691,196
Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248
Full Metal Jacket (1987) 69,057,676
Hunt for Red October, The (1990) 179,209,868
Highlander (1986) 5,735,847
Indiana Jones and the Last Crusade (1989) 312,671,806
Godfather: Part II, The (1974) 87,973,000
2001: A Space Odyssey (1968) 25,761,621
Average 141,504,664
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